Original ResearchPublished 12 August 2026EEG-fNIRS self-supervised emotion recognition method based on dual-stream Siamese networkYuGuo Wang · Honglin Wang · Ze Wang · Yan WuFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1894506